# Author: Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca
"""Evaluation layer (WP 26): metrics, paired inference, calibration, stratification,
faithfulness audit and LaTeX table writers. Definitions: docs/evaluation_protocol.md."""
from __future__ import annotations

from .metrics import per_record, summarise, summarise_by
from .inference import block_bootstrap_contrast, compare_arms, diebold_mariano, holm
from .calibration import apply_conformal, conformalise, coverage_by, pit_from_quantiles, pit_histogram, reliability, sharpness
from .stratify import add_strata, stratified_metrics
from .faithfulness import audit_run
from .tables import write_main_results, write_contrasts, write_coverage, write_strata, write_cost, write_faithfulness

__all__ = [
    "per_record", "summarise", "summarise_by",
    "block_bootstrap_contrast", "compare_arms", "diebold_mariano", "holm",
    "apply_conformal", "conformalise", "coverage_by", "pit_from_quantiles", "pit_histogram", "reliability", "sharpness",
    "add_strata", "stratified_metrics",
    "audit_run",
    "write_main_results", "write_contrasts", "write_coverage", "write_strata", "write_cost", "write_faithfulness",
]